Chun-Hsiang (Michael) Chuang

Email michael.chuang@uts.edu.au; cch.chuang@gmail.com; chchuang@ieee.org



Education and Experience

2001-2005 B.S. - Department of Mathematics and Computer Science, Taipei Municipal Teachers College, Taiwan
2006-2009 M.S. - Graduate Institute of Educational Measurement and Statistics, National Taichung University of Education, Taiwan
2009-2014 Ph.D. - Institute of Electrical Control Engineering, Brain Research Center, National Chiao Tung University, Taiwan
2012-2013 Visiting researcher, Swartz Center for Computational Neuroscience, University of California, San Diego, USA
2014-2015 Postdoctoral fellow, Brain Research Center, National Chiao Tung University, Taiwan
2015-2016 Assistant researcherDepartment of Electrical and Computer Engineering, National Chiao Tung University, Taiwan
2016-now Lecturer (Assistant Professor), Faculty of Engineering and Information Technology, University of Technology Sydney, Australia


Research Interests

brain-computer interfaces, physiological signal processing, biomedical engineering, clinical applications, machine learning & data analytics


Academic activity

Reviewers: NeuroImage; Journal of NeuroEngineering and Rehabilitation; HCII; IEEE Transactions on Neural Systems and Rehabilitation Engineering; IEEE Transactions on Neural Networks and Learning Systems; IEEE Transactions on Fuzzy Systems; Integrated Computer-Aided Engineering; Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization; IEEE Transactions on Cognitive and Developmental Systems; Journal of NeuroEngineering and Rehabilitation; Sensors; IEEE Access, IEEE Computational Intelligence Magazine etc.


Publications

Scholarly Book Chapters

  • BJ Lance, J Touryan, YK Wang, SW Lu, CH Chuang, P Khooshabeh, P Sajda, A Marathe, TP Jung, CT Lin, and K McDowell, 'Towards Serious Games for Improved BCI', Handbook of Digital Games and Entertainment Technologies, R. Nakatsu, M. Rauterberg and P. Ciancarini, eds., pp. 1-28, Singapore: Springer Singapore, 2015.
  • LW Ko, CH Chuang, CS Huang, YH Chen, SW Lu, LD Liao, WT Chang, & CT Lin, 'Real-Time Vigilance Estimation Using Mobile Wireless Mindo EEG Device with Spring-Loaded Sensors', Foundations of Augmented Cognition, Lecture Notes in Computer Science D. Schmorrow and C. Fidopiastis, eds., pp. 450-458: Springer Berlin Heidelberg, 2013.

Refereed Journal Articles

2017

  • CT Lin, CH Chuang, ZH Cao, A K Singh, CS Hung, YH Yu, M Nascimben, YT Liu, JT King, TP Su, SJ Wang, 'Forehead EEG in Support of Future Feasible Personal Healthcare Solutions: Sleep Management, Headache Prevention, and Depression Treatment', IEEE Access, 2017, 5, 10612-10621[link]
  • SL Wu, YT Liu, TY Hsieh, YY Lin, CY Chen, CH Chuang, & CT Lin, ‘Fuzzy integral with particle swarm optimization for a motor-imagery-based brain-computer interface,’ IEEE Transactions on Fuzzy Systems, 2017, 25, 21-28. [link]
  • D Wu, JT King, CH ChuangCT Lin, & TP Jung, 'Spatial Filtering for EEG-Based Regression Problems in Brain-Computer Interface (BCI),' IEEE Transactions on Fuzzy Systems (accepted)
  • CT Lin, YT Liu, SL Wu, Zehong Cao, YK Wang, CS Huang, JT King, SA Chen, SW Lu­, CH Chuang, 'Novel neurotechnology and computational intelligence method applied to EEG-based brain-computer interfaces,' IEEE Systems, Man, and Cybernetics Magazine, 2016. (accepted)

    2016

    • CT Lin, CH Chuang†, S Kerick, T Mullen, TP Jung, LW Ko, SA Chen, JT King, K McDowell, 'Mind-wandering tends to occur under low perceptual demands during driving', Scientific Reports 2016, 6, 1-11. [Q1; IF 5.578, ranked in the top 8% of journals in Multidisciplinary Sciences (5/57)][link]
    • Z Cao, CT Lin, CH Chuang, KL Lai, AC Yang, JL Fuh, SJ Wang, 'Resting-state EEG power and coherence vary between migraine phases', Journal of Headache and Pain 2016, 17, 1-9. [Q1; IF 3.497, ranked in the top 23.8% of journals in Clinical Neurology (46/193)][link]
    • SW Chuang, CH Chuang, YS Yu, JT King, CT Lin, 'EEG alpha and gamma modulators mediate motion sickness-related spectral responses', International Journal of Neural Systems 2016, 26, 1-14. [Q1; IF 6.507, ranked in the top 1% of journals in Computer Science & Artificial Intelligence (2/123)][link]
    • YT Liu, YY Lin, SL Wu, CH Chuang, & CT Lin, 'Brain dynamics in predicting driving fatigue using a recurrent self-evolving fuzzy neural network', IEEE Transactions on Neural Networks and Learning Systems 2016, 27, 347-360. [Q1; IF 4.291, ranked in the top 1% of journals in Computer Science, Theory & Methods (1/102)][link]

    • KC Huang, TY Huang, JT King, YK Wang, CH Chuang, CT Lin, & TP Jung, An EEG-based fatigue detection and mitigation system', International Journal of Neural Systems 2016, 26, 1-14. [Q1; IF 6.507, ranked in the top 1% of journals in Computer Science & Artificial Intelligence (2/123)][link]
    • YH Yu, SW Lu, CH Chuang, JT King, CL Chang, SA Chen, & CT Lin, 'An inflatable and wearable wireless system for making 32-channel electroencephalogram measurements', IEEE Transactions on Neural Systems and Rehabilitation Engineering 2016, 24, 806-813. [Q1; IF 3.188, ranked in the top 4% of journals in Rehabilitation (3/64)][link]

    2015
    • CS Huang, N Pal, CH Chuang & CT Lin, 'Identifying changes in EEG information transfer during drowsy driving by transfer entropy', Frontiers in Human Neuroscience 2015, 9, 1-12 [Q1; IF 3.626, ranked in the top 17% of journals in Psychology (13/76)]
    • CH Chuang†, CS Huang, LW Ko, & CT Lin, 'An EEG-based perceptual function integration network for application to drowsy driving', Knowledge-Based Systems 2015, 80, 143-152 [Q1; IF 2.947, ranked in the top of 13% of journals in Computer Science, Artificial Intelligence (16/123)]

    2014
    • CT Lin, CH Chuang, CS Huang, SF Tsai, SW Lu, YH Chen, & LW Ko, 'Wireless and wearable EEG system for evaluating driver vigilance', IEEE Transactions on Biomedical Circuits and Systems 2014, 8, 165-176 [Q1; IF 3.149, ranked in the top 13% of journals in Engineering, Electrical & Electronic (34/249); C: 18]
    • CH Chuang, LW Ko, TP Jung, & CT Lin, 'Kinesthesia in a sustained-attention driving task', Neuroimage 2014, 91, 187-202 [Q1; IF 6.357, ranked in the top 2% of journals in Radiology, Nuclear Medicine & Medical imaging (3/125); C: 11]
    • CH Chuang, LW Ko, YP Lin, TP Jung, & CT Lin, 'Independent component ensemble of EEG for brain-computer interface', IEEE Transactions on Neural Systems and Rehabilitation Engineering 2014, 22, 230-238 [Q1; IF 3.188, ranked in the top 4% of journals in Rehabilitation (3/64); C: 12]

    2010-2013
    • CT Lin, KC Huang, CH Chuang, LW Ko, & TP Jung, 'Can arousing feedback rectify lapses in driving? Prediction from EEG power spectra', Journal of Neural Engineering 2013, 10, 1-10 [Q1; IF 3.296, ranked in the top 18% of journals in Engineering, Biomedical (14/76); C: 6]
    • FC Lin, LW Ko, CH Chuang, TP Su, & CT Lin, 'Generalized EEG-based drowsiness prediction system by using a self-organizing neural fuzzy system', IEEE Transactions on Circuits and Systems I: Regular papers 2012, 59, 2044-2055 [Q1; IF 2.403, ranked in the top 15% of journals in Engineering, Electrical & Electronic (39/249); C: 36]
    • CT Lin, CH Chuang, YK Wang, SF Tsai, TC Chiu, & LW Ko, 'Neurocognitive characteristics of the driver: A review on drowsiness, distraction, navigation, and motion sickness', Journal of Neuroscience and Neuroengineering 2012, 1, 61-81. [C: 11]
    • JM Yang, BC Kuo, PT Yu, & CH Chuang, 'A dynamic subspace method for hyperspectral image classification', IEEE Transactions on Geoscience and Remote Sensing 2010, 48, 2840-2853 [Q1; IF 2.933, ranked in the top 6% of journals in Engineering, Electrical, & Electronic (15/249); C: 43]


    Refereed Conference Papers

    17.  SL Wu, YT Liu, KP Chou, YY Lin, J Lu, G Zhang, CH Chuang, WC Lin, & CT Lin, ‘A motor imagery based brain-computer interface system via swarm-optimized fuzzy integral and its application’, FUZZ-IEEE 2016.

    18.  D Wu, CH Chuang, & CT Lin, 'Online driver's drowsiness estimation using domain adaptation with model fusion', International Conference on Affective Computing and Intelligent Interaction, pp. 904-910, Xi’an, China, 21-24 Sep., 2015

    19.  LW Ko, WK Lai, WG Liang, CH Chuang, SW Lu, YC Lu, TY Hsiung, HH Wu, & CT Lin, 'Single channel wireless EEG device for real-time fatigue level detection', IEEE International Joint Conference on Neural Networks, pp. 1-5, Killarney, Ireland, 12-17 Jul., 2015.

    20.  YY Liu, YT Yin, SL Wu, CH Chuang, & CT Lin, 'EEG-based driving fatigue prediction system using functional-link-based fuzzy neural network', IEEE International Joint Conference on Neural Networks, pp. 4109-4113, Beijing, China, 6-11 Jul., 2014. 

    21.  CH Chuang, YP Lin, LW Ko, TP Jung, & CT Lin, 'Automatic design for independent component analysis based brain-computer interfacing', 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 2180 - 2183, Osaka, Japan, 3-7 Jul., 2013. 

    22.  CT Lin, CH Chuang, CS Huang, YH Chen, & LW Ko, 'Real-time assessment of vigilance level using an innovative Mindo4 wireless EEG system', IEEE International Symposium on Circuits and Systems, pp. 1528-1531, Beijing, China, 19-23 May, 2013. [C: 5]

    23.  KC Huang, TP Jung, CH Chuang, LW Ko, & CT Lin, 'Preventing lapse in performance using a drowsiness monitoring and management system', 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 3336-3339, San Diego, USA, 28 Aug.- 1 Sep., 2012. 

    24.  CH Chuang†, CS Huang, CT Lin, LW Ko, JY Chang, & JM Yang, 'Mapping information flow of independent source to predict conscious level: A Granger Causality Based Brain-Computer Interface', International Symposium on Computer, Consumer and Control, pp. 813-816, Taichung, Taiwan, 4-6 Jun., 2012. 

    25.  CH Chuang, PC Lai, LW Ko, BC Kuo, & CT Lin, 'Driver’s cognitive state classification toward brain computer interface via using a generalized and supervised technology', International Joint Conference on Neural Networks, pp. 1-7, Barcelona, Spain, 18-23 Jul., 2010. [C: 14]

    26.  YH Yu, PC Lai, LW Ko, CH Chuang, BC Kuo, & CT Lin, 'An EEG-based classification system of passenger's motion sickness level by using feature extraction/selection technologies', International Joint Conference on Neural Networks, pp. 1-6, Barcelona, Spain, 18-23 Jul., 2010. [C: 8]

    27.  TP Jung, KC Huang, CH Chuang, JA Chen, LW Ko, TW Chiu, & CT Lin, 'Arousing feedback rectifies lapse in performance and corresponding EEG power spectrum', Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 1792-1795, Buenos Aires, Argentina, 31 Aug.-4 Sep., 2010. [C: 10]

    28.  BC Kuo, SS Lin, HM Wu, & CH Chuang, 'A novel classification processing based on the spatial information and the concept of adaboost for hyperspectral image classification', IEEE International Geoscience and Remote Sensing Symposium, pp. 2816-2819, Honolulu, USA, 25-30 Jul., 2010. 

    29.  BC Kuo, CH Chuang, CH Li, & CC Hung, 'A nonparametric contextual classification based on Markov random fields', IEEE First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, pp. 1-4 , Grenoble, France, 26-28 Aug., 2009. [C: 10]

    30.  BC Kuo, CH Chuang, CH Li, & CT Lin, 'Subspace selection based multiple classifier systems for hyperspectral image classification', IEEE First Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, pp. 1-4, Grenoble, France, 26-28 Aug., 2009. 

    31.  BC Kuo, CH Chuang, CC Hung, & SW Yang, 'A novel random subspace method using spectral and spatial information for hyperspectral Image Classification', IEEE Interntional Geoscience and Remote Sensing Symposium, pp. I-217-I-220, Boston, USA, 7-11 Jul., 2008.

    32. CH Chuang†, BC Kuo, and HP Wang, 'Fuzzy fusion method for combining small number of classifiers in hyperspectral image classification', International Conference Intelligent Systems Design and Applications, pp. 327-332, Kaohsiung, Taiwan, 26-28 Nov., 2008.


    Research support

    Project

    Position

    Sponsor

    Cognition and Neuroergonomics Collaborative Technology Alliance Program - Investigate the multitasking-related neural co-modulation among independent brain processes

    2015/06-2016/09

    PI

    US Army Research Lab / DCS Corp., USA

    $146,222 USD

    Cognition and Neuroergonomics Collaborative Technology Alliance Program 

    2010/05-2015/05

    RA

    US Army Research Lab / DCS Corp., USA

    $97,089,220

    Aiming for Top University Program-Brain Research Center

    2011/04-2015/03

    RA

    Ministry of Education, Taiwan

    $58,753,720

    Establishment of International NCTU-UCSD Center of Excellence for Advanced Bioengineering Research 

    2011/12-2015/11

    RA

    National Science Council, Taiwan

    $200,000,000

    Driver's Brain Dynamics during Driving with Stop-Signal Scenario

    2004/08-2005/07

    RA

    National Science Council, Taiwan

    $878,000

    Investigation of the Brain Network Modeling through Subjects' Cognitive States Changes and Its Applications

    2011/08-2014/07

    RA

    National Science Council, Taiwan

    $3,000,000

    Investigation and Establishment of Hyperspectral Image Classification Systems (III)

    2006/08-2007/07

    RA

    National Science Council, Taiwan

    $653,000

    Kernel-Based Supervised, Semi-Supervised, and Unsupervised Hyperspectral Image Classification

    2007/08-2008/07

    RA

    National Science Council, Taiwan

    $640,000